Testing the Option Value Theory of Irreversible Investment

Transcription

Testing the Option Value Theory of Irreversible Investment
99s-35
Testing the Option
Value Theory of
Irreversible Investment
Tarek M. Harchaoui, Pierre Lasserre
Série Scientifique
Scientific Series
Montréal
Octobre 1999
CIRANO
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$Université de Montréal
$Université du Québec à Montréal
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$Université McGill
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$Banque Nationale du Canada
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$Hydro-Québec
$Imasco
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$Ville de Montréal
© 1999 Tarek M. Harchaoui et Pierre Lasserre. Tous droits réservés. All rights reserved.
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Les idées et les opinions émises sont sous l=unique responsabilité des auteurs, et ne
représentent pas nécessairement les positions du CIRANO ou de ses partenaires.
This paper presents preliminary research carried out at CIRANO and aims at
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or its partners.
ISSN 1198-8177
Testing the Option Value Theory of Irreversible Investment*
Tarek M. HarchaouiH, Pierre LasserreI
Résumé / Abstract
Nous établissons par la méthode des actifs contingents la valeur de l'option
d'effectuer des investissements irréversibles réels qui sont sensibles aux
paramètres économiques prévalant au moment de la décision. Nous testons ensuite
si des mines de cuivre canadiennes choisissent bien d'effectuer leurs
investissements en capacité de production au moment où le prix du cuivre atteint
le niveau critique impliqué par la théorie. Les résultats sont fortement en faveur de
celle-ci. Le modèle explique tant la taille que la date des investissements d'une
manière statistiquement et économiquement satisfaisante; des simulations avec un
processus de retour à la moyenne indiquent que ces résultats ne dépendent pas de
façon cruciale de l'hypothèse que le prix suit un processus Brownien géométrique.
This paper statistically tests the option theory of irreversible investment
under uncertainty. Using contingent claims valuation, we derive the value of
options to invest in capacity, where the projects are endogenous to the economic
circumstances prevailing at the investment date. We then test whether capacity
investment decisions made by Canadian copper mines are compatible with the
trigger price implied by the theory. The results speak strongly in favor of option
theory as a theory of real investment. Our model explains both investment size
and timing satisfactorily, from a statistical, and from an economic, point of view,
and numerical simulations with a mean-reverting process suggest that the results
do not depend crucially on the price being assumed to follow a geometric
Brownian motion.
Mots Clés :
Investissement irréversible, incertitude, actifs contingents, valeur d'option, modèle
« Putty Clay », investissement réel, prix critique
Keywords:
Irreversible investment, uncertainty, contingent claims, option value, Putty Clay,
real investment, trigger price
JEL: D92, G1, L72, Q31
*
Corresponding Author : Pierre Lasserre, CIRANO, 2020 rue University, 25ème étage, Montréal, Qc, Canada
H3A 2A5
Tél. : (514) 985-4011
Fax : (514) 985-4039
courriel : [email protected]
We thank Marcel Dagenais, Phil Merrigan, Harry Paarsch, Pierre Perron, and Robert Pindyck for comments on an
earlier version of the paper. We also thank the participants in the Batterymarch Finance Seminar at the Sloan School
of Management, the Finance Seminar at HEC (Paris), and the IDEI-CREMAQ Seminar at Toulouse, as well as
anonymous referees, for their comments. Financial support from the SSHRCC is gratefully acknowledged.
†
Statistics Canada
‡
Université du Québec à Montréal and CIRANO
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Table 1: Capacity and Exercise Price Modelsa
Ln Q*
Dept. Var.
Ln P*
γ=−3%
Two-stage estimation
First stage
Probit
Col. #2
Sec. stage
OLS
Col. #3
Constant
-4.89
(-.88)
LnP
Ln Q*
One-st. est.
Two-stage estimation
Two-stage estimations
Col. #4
First stage
Probit
Col. #5
Sec. stage
OLS
Col. #6
First stage
Probit
Col. #7
Sec. stage
OLS
Col. #8
red’d form
(sec. stage
OLS)
Col. #9
.95
(1.50)
-2.16
(-.74)
.34
(.70)
-3.08
(-.81)
.14
(.30)
.71
(.48)
-.33
(-.27)
-1.00
(-.97)
1.31
(1.70)
1.18
(1.93)
-
-
-
-
-
-
-
-
.45
(.38)
.76
(3.32)
.99
(.80)
.89
(3.96)
-
-
.04
(.09)
-
-
-.32
(-1.72)
-
-.30
(-1.58)
-.47
(-5.48)
Ln B
-1.01
(-.19)
-
-
-3.64
(-1.87)
-.87
(-2.81)
-7.12
(-1.56)
-1.64
(-3.06)
.78
(.48)
LnWl
-1.87
(-1.04)
-1.21
(-1.04)
-1.08
(-1.20)
2.25
(.99)
1.25
(2.60)
2.91
(1.26)
1.38
(2.85)
.55
(.89)
LnWE
.47
(.42)
1.18
(.42)
1.17
(1.67)
-1.59
(-1.14)
-1.14
(-4.50)
-2.07
(-1.35)
-1.25
(-4.93)
-.55
(-1.71)
LnWK
-.13
(-.49)
.16
(1.70)
0.16
(1.84)
.14
(.36)
-.08
(-1.48)
.06
(.15)
-.10
(-1.92)
.04
(.51)
Lnα b
.02
(.03)
-.28
(2.35)
-.25
(-1.78)
-.65
(-1.43)
-
-.69
(-1.24)
-
.15
(.64)
Lnρ b
27.83
(2.54)
-2.13
(-.29)
-
-
-
-
-
-.03
(-1.88)
LnR
-.03
(-.51)
.63
(9.03)
.63
(24.14)
-.23
(-.31)
-.47
(-3.17)
-.57
(-.73)
-.55
(-3.81)
.02
(.76)
X
.08
(.35)
-.15
(-1.58)
-.15
(-1.68)
-.02
(-.07)
.09
(1.44)
.07
(.23)
.12
(1.87)
-.03
(-.38)
LnG
.11
(.72)
-.11
(-.72)
-.11
(-1.90)
-.03
(-.15)
.07
(1.46)
.04
(.17)
.08
(1.95)
-.03
(-.57)
sb
.14
(1.64)
-
-
-.05
(-.62)
-.01
(-.64)
-.04
(-.57)
-.01
(-.55)
-.01
(-.43)
R2 / # of obs.
- / 268
.95/ 60
.95 / 60
- / 268
.99 / 60
- / 268
.99 / 60
.95 / 60
Expl. Var.
Mills ratio
OLS
γ=−6%
-18.11
-18.30
-134.61
269.25
-135.43
281.72
112.43
t-statistics are between parentheses. For the second-stage price equations, the standard errors of
the parameter estimates are based on Maddala (pp. 253-56).
Loglikelihood
-131.75
a
b
Omitted when not marginally significant.
Liste des publications au CIRANO *
Cahiers CIRANO / CIRANO Papers (ISSN 1198-8169)
99c-1
96c-1
95c-2
95c-1
94c-3
94c-2
94c-1
Les Expos, l'OSM, les universités, les hôpitaux : Le coût d'un déficit de 400 000 emplois
au Québec — Expos, Montréal Symphony Orchestra, Universities, Hospitals: The
Cost of a 400,000-Job Shortfall in Québec / Marcel Boyer
Peut-on créer des emplois en réglementant le temps de travail ? / Robert Lacroix
Anomalies de marché et sélection des titres au Canada / Richard Guay, Jean-François
L'Her et Jean-Marc Suret
La réglementation incitative / Marcel Boyer
L'importance relative des gouvernements : causes, conséquences et organisations
alternative / Claude Montmarquette
Commercial Bankruptcy and Financial Reorganization in Canada / Jocelyn Martel
Faire ou faire faire : La perspective de l'économie des organisations / Michel Patry
Série Scientifique / Scientific Series (ISSN 1198-8177)
99s-34 A Resource Based View of the Information Systems Sourcing Mode / Vital Roy et
Benoit Aubert
99s-33 Budget Processes: Theory and Experimental Evidence / Karl-Martin Ehrhart, Roy
Gardner, Jürgen von Hagen et Claudia Keser
99s-32 Tax Incentives: Issue and Evidence / Pierre Mohnen
99s-31 Decentralized or Collective Bargaining in a Strategy Experiment / Siegfried
Berninghaus, Werner Güth et Claudia Keser
99s-30 Qui veut réduire ses heures de travail? Le profil des travailleurs adhérant à un
programme de partage de l'emploi / Paul Lanoie, Ali Béjaoui et François Raymond
99s-29 Dealing with Major Technological Risks / Bernard Sinclair-Desgagné et Carel Vachon
99s-28 Analyse de l'impact productif des pratiques de rémunération incitative pour une
entreprise de services : Application à une coopérative financière québécoise / Simon
Drolet, Paul Lanoie et Bruce Shearer
99s-27 Why Firms Outsource Their Human Resources Activities: An Empirical Analysis /
Michel Patry, Michel Tremblay, Paul Lanoie et Michelle Lacombe
99s-26 Stochastic Volatility: Univariate and Multivariate Extensions / Éric Jacquier, Nicholas
G. Polson et Peter E. Rossi
99s-25 Inference for the Generalization Error / Claude Nadeau et Yoshua Bengio
99s-24 Mobility and Cooperation: On the Run / Karl-Martin Ehrhart et Claudia Keser
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